Illustration of the DeepETA model structure. Here is the complete DeepETA model to answer this question. Now, there is only one challenge left to cover, and by far, the most interesting is how they made it more general. Discretization is regularly used in production to speed up computation as the speed it gives clearly outweighs the error the duplicate values may bring. Meaning that they take continuous values and make them much easier to compute by clustering similar values together. Instead, it scales with dimensions, something they can control that is much smaller.Īnother great improvement in speed is the discretization of inputs. This means that if the input is long, transformers will be extremely slow, and this is often the case for them with as much information and routing data. The change with the biggest impact was to instead use a linear transformer, which scales with the dimension of the input instead of the input’s length. They’ve tried it, and it was too slow, so they made some changes. First, you must be thinking “but transformers are huge and slow models how can it be of lower latency than XGBoost?!” I’ve already covered transformers numerous times on my channel, so I won’t go into how it works in this article, but I still wanted to highlight a few specific features for this one. You guessed it: a transformer! Are you surprised? I’m definitely not.Īnd this directly answers the first challenge, which was to make the model more accurate than XGBoost. It also takes more information about real-time activities like traffic, weather, or even the nature of the request, like delivery or a rideshare pickup.Īll this extra information is necessary to improve from the shortest-path algorithms we mentioned that are highly efficient but far from intelligent or real-world proof.Īnd what does this model use as an architecture? Then, the model takes in these transformed features with the spatial origin and destination and time of the request as a temporal feature. This pre-processing module starts by taking map data and real-time traffic measurements to produce an initial estimated time of arrival for any new customer request. This makes it much easier for the model as it can directly focus on optimized data with much less noise and far smaller inputs, a first step in optimizing for latency issues. There’s a whole pre-processing system to make this data more digestible for the model. Image from Uber’s blog.ĭeepETA is really powerful and efficient because it doesn’t simply take data and generate a prediction. Hybrid approach of ETA post-processing using ML models. A deep learning model that improved upon XGBoost for all of those. All orthogonal challenges that are complex to solve, even for machine learning or AI. They wanted something faster, more accurate, and more general to be used for drivers, riders, and food delivery. XGBoost is extremely powerful and used in many applications but was limited in Uber’s case as the more it grew, the more latency it had. Previous arrival time prediction tools, including Uber, were built with what we call shortest-path algorithms, which are not well suited for real-world predictions since they do not consider real-time signals.įor several years Uber used XGBoost, a well-known gradient-boosted decision tree machine learning library. Many different algorithms exist to estimate travel on such road networks, but I don’t think any are as optimized as Uber’s. Used both for Uber and Uber Eats, DeepETA can magically organize everything in the background so that riders, drivers, and food are fluently going from point a to point b in time as efficiently as possible. DeepETA is Uber’s most advanced algorithm for estimating arrival times using deep learning. We will answer these questions in this article with their arrival time prediction algorithm: DeepETA. How can Uber deliver food and always arrive on time or a few minutes before? How do they match riders to drivers so that you can *always* find a Uber? All that while also managing all the drivers.
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Last Stop on Market Street is a highly honored book. On some pages, the image takes up the entire page, and the text is inserted into the background, but on others, the image is smaller and on a white sheet where the text is printed. The artwork differs based on the page, especially in regards to framed images or images that run off the page. The colors are very vibrant and add to the energy that Nana wants CJ to see in the city. Last Stop on Market Street was painted in acrylics and complied with collage. Because Nana always has an answer to CJ’s questions about why they don’t have something, CJ, and readers, can look to see the sights in life that are breathtaking. However, because CJ wants to have something new and better, like a car or an iPod, many children can relate to CJ’s discovery of the simple beauties in life. These groups often do not have much representation in children’s literature, so this story provides an example of someone like them. This book can be a mirror for African American children, children who live in an urban environment, or children who live with their grandparents. By the end of the book, CJ can see the beauty in simple, everyday sights. As CJ and Nana get off the bus, they arrive in a low-income neighborhood, and the two go into a soup kitchen where they are volunteering. CJ begins to see what his grandmother sees, and he starts to enjoy the trip. CJ’s Nana shows him how to appreciate what he has in his life, such as the opportunity to make new friends when he is on the bus, like the blind man and the guitar player. During the beginning of the book, CJ is distraught about taking the bus, and he asks about why they don’t have a car or why they have to go somewhere after church. Last Stop on Market Street follows a young boy named CJ and his grandmother as they take the bus into the city after church on a Sunday. Written by Matt de la Peña and illustrated by Christian Robinson Then input type n to create a new remote. To configure Google Drive, just run: rclone config Sudo cp rclone.1 /usr/local/share/man/man1/ With apt you might not get the current version, if you want it at all costs you have to download it and install it manually: curl -O Īnd if you choose the manual approach, you also need to install the manpage: sudo mkdir -p /usr/local/share/man/man1 On a Debian Machine just type: sudo apt install rclone Even if the installation and the configuration for Google Drive are pretty easy, let me walk you through them. This command line program seems to do what I need, allowing me to mount my remote drive in a folder. Users call rclone “The Swiss army knife of cloud storage”, and “Technology indistinguishable from magic”. A compromise I could accept.Ī quick search and here is the solution, Rclone. Plus, considering how Dropbox works, the versioning might be tricky, especially with linking and unlinking devices.Īctually, if I could mount a Google Drive folder like an external drive, I would read and write everything seamlessly, with the only compromise to access the file one device at a time, in order to avoid conflicts with locks and weird history drifts. Also, linking and unlinking devices is not that immediate. So the most obvious solution was to save that file in my Dropbox and leave it at that.Īlthough it wasn’t good enough: the free tier of Dropbox only offers the usage of a limited set of active devices, 3 to be precise, per account. The first interesting thing I found were the save files: nothing complicated or exotic, just a plain file that wraps an XML. I use different platforms throughout the week and having software tied to a specific machine will encourage me not to be disciplined in its use, and make things go south very quickly.īut I really wanted to work with GnuCash, it had everything I needed out of the box! Before abandoning this solution, I decided to look around and work on a fix. Now, there is a problem with all this free goodness: it does not come with an embedded cloud solution, nor with a native way to support it. You just have to choose how far you want to venture in. You can also import different statement formats, from fully customizable CSV to QIF. GnuCash gives you the flexibility to arrange and classify incomes, expenses, and investments, over several accounts, with a granularity of your choice. If you only have one data source from one bank, a simple spreadsheet can do the trick but if you have several accounts in different banks, more than one platform for investments, and even a PayPal account, reconciling all that data might be a nightmare seeing as they come organized in different formats.Īfter some research, I found a solid and open-source piece of software called GnuCash. Recently I had the need to streamline my financials: reconcile bank statements from different accounts, quantify the few coins I have tossed in investments, monitoring and get reports on my incomes and expenses. Today I want to share with you a simple and clean solution that hopefully might give you an help with the headache of bringing to the cloud what was not initially planned to be there. The point is, there are plenty of options available to you, regardless of the kinds of games you want to make, and your current skill and experience levels. If you’re a one-person team, like Eric Barone of Stardew valley fame, you might test your game-making skills with a program like Quest or Stencyl. If you’re a bigger studio, then maybe something like the Unreal Engine would be right up your alley. Which software is best for game making? It all depends on your style of game development. Then some serious tools will require some moderate (and more) experience with coding. Although it’s always recommended to have some coding knowledge, you don’t need to be a Unity master to reap the benefits of the game engine. Unity is a fantastic free engine that nearly everyone can use. What is the best free game development software? Unity. There are a ton of options that are so easy you don’t even need programming skills or coding knowledge to use and master them. There are software options that are incredibly simple to use. It also comes with some of the best software and engines available to would-be developers. While game development can be utilized on any platform, namely mobile devices and consoles, the PC is the most widely used and documented. Well, which platform is best for game development? The PC, no question. We’re living in truly amazing times the internet is host to all kinds of excellent software to help game designers of all calibers make their very own games. What software is used to develop games? There are so many tools and pieces of software for robust game design right at your fingertips! It is common in the Linux ecosystem to have both source and binary packages or tarballs available for a given component. But this two-pass method is not required for source build itself. Red Hat policy requires using a built from source toolchain to produce a binary tar ball, which is why they use a two-pass methodology. From there, Red Hat (or another organization) can build their own version of the SDK. The source tarball contains all the source for the SDK (for a given release). The deliverable for source build is a source tarball. There is a higher bar, as a developer platform, to being included in a distro than just using a compatible license. This pattern ensures that the Microsoft build of the SDK isn’t required, either by intention or accident. Open source distros need to be built by open source tools. That process may be surprising and confusing. NET versions and no longer needs to use the Microsoft SDK to build monthly updates. After that, Red Hat can use this same SDK (#3) to build new. This final SDK (#3) is then made available to RHEL users. After that, the same SDK source code is built again using this fresh build of the SDK (#2) to produce a provably open source SDK (#3). NET SDK (#1) to produce a pure open source build of the SDK (#2). NET SDK source using the Microsoft build of the. It’s a bit complicated, but it’s important to understand the flow. For C# code, we use a two-pass build mechanism to satisfy distro requirements. NET runtime (written in C++), but not for any of the code written in C#. The gold standard for Linux distros is to build open source code using compilers and toolchains that are part of the distro archive. Developers do that every day after cloning a repo from the dotnet org. NET source code can be built into binaries. NET has grown to become an important developer platform for their ecosystem. NET users, this capability is a big deal. Several years later, we’re very close to delivering a fully automated version of it. Source build is a scenario and also infrastructure that we’ve been working on in collaboration with Red Hat since before shipping. Given that these features have not come to their full fruition, you’ll notice a bias in this post to what we’re likely to do with these features in. In each release, we take on a few projects that take multiple years to complete and that (by definition) do not deliver their full value for some time. The rest of the post is dedicated to foundational features in. NET 6 RC1 is coming soon in Visual Studio 2022 for Mac Preview 1, which is currently available as a private preview.Ĭheck out the new conversations posts for in-depth engineer-to-engineer discussions on the latest. NET MAUI, Hot Reload for C# apps, new Web Live Preview for WebForms, and other performance improvements in your IDE experience. Visual Studio 2022 enables you to leverage the Visual Studio tools developed for. NET 6 RC1 has been tested and is supported with Visual Studio 2022 Preview 4. We’d love to hit two or three dozen early adopters and are happy to help you through the process. A bunch of businesses reached out wanting to explore what they should do. In the last post, I suggested that folks email us at to ask for guidance on how to approach that. We’re at that fun part of the cycle where we support the new release in production. NET MAUI and ASP.NET Core posts for more detail on what’s new for client and web application scenarios. NET 6 Release Candidate 1 for Linux, macOS, and Windows. For the last month or so, the team has been focused exclusively on quality improvements that resolve functional or performance issues in new features or regressions in existing ones. It is the first of two “go live” release candidate releases that are supported in production. Sam (Bruce Campbell) and Fiona (Gabrielle Anwar) enter the fold to help him complete these missions, but the number of close calls they have worries viewers. He begins taking on odd-jobs around the city, discovering more complications than he anticipated. The bad news is that Michael Westin gets himself mixed up in more problems than he can handle. Hulu subscribers can access a variety of content on the streaming platform for an ad-supported version cost of 6.99 a month. Luckily, old friends come to Michael’s aid in his time of need. Michael winds up in this strange predicament after a covert government agency blacklists him, triggering a tailspin of unfortunate circumstances. The spin-off wasn’t as well received as the original series but anything featuring Bruce Campbell is well worth a watch.įor anyone unfamiliar with Burn Notice, it follows the adventures of Michael Westin (Jeffrey Donovan), a burnt spy who gets stranded in his hometown of Miami. Not only that, but a spin-off movie was also developed to continue more of the Burn Notice story. In comparison to the other shows on the USA network, seven seasons is quite substantial. Plenty of other series have come and gone but Burn Notice managed to last an incredible seven seasons. It’s been some time since Burn Notice was on the air but the series still holds up as one of the best series on the USA Network. Every season of the series is currently available. While Kendra the assassin tries to set up a. With Jeffrey Donovan, Gabrielle Anwar, Coby Bell, Bruce Campbell. He portrays the affable Sam Axe, Michael's longtime friend and a former operative who still has a lot of contacts and frequently serves as the middleman for Michael.By Paul Zuniga 4 years ago Burn Notice, one of USA Network’s most popular spy dramas is now streaming on Hulu. Neighborhood Watch: Directed by Kevin Bray. Adding a sense of humor to the proceedings is Bruce Campbell, who is the third leg of the show's central tripod. Former lovers, their personal history adds depth to the series and characters, while their relationship in the present provides an emotional core to the show that helps balance out the story's frequent action and drama. A sexy, action-packed series starring Jeffrey Donovan as a blacklisted spy. Burn Notice is a show near and dear to my heart due. He is often assisted in his efforts by Gabrielle Anwar's Fiona Glenanne, a former IRA operative whose expertise in firearms and explosives comes in handy a lot more than one might expect. Burn Notice wisely calls it a day with a modest final season that delivers the series trademark. Watch Burn Notice Full episodes Disney+ A sexy, action-packed series starring Jeffrey Donovan as a blacklisted spy. What is the best episode of Burn Notice Well, thats a great show and the focal point of todays video. It's basically a how-to guide to espionage (TV espionage, anyway).īut Michael doesn't work alone. One of the elements that makes the procedural aspect of the show stand out is the use of voice-over commentary in which Michael explains to the viewer, from the point of view of a spy, the various lessons and skills that come into play each week and that help him accomplish his goal. While Michael's attempt to find out who burned him and booted him from the espionage game provides a solid backbone for the series, it's the missions that he takes on each week that ultimately keep the show moving. The best part about Youtube, unlike TV, is that you can choose what kind of content to absorb. Now Youtube has over 2 billion active userswho watch 250 million hours of videos per day. So, you don’t need to buy any courses or be a tech-savvy person to get started. What’s more, we have put together tools with incredible assets and simple interfaces in this collection. In this post, you will see a list of top video editing software for YouTube beginners. But, VideoPad is still very functional, and if you like how the free version works, its price tag is quite reasonable to make sure you have access to all the features all the time.With the technology development of internet speed and people’s interest, video marketing is exploring on the way.Īnd if you want to make your own videos and share with more people, looking for some best video editing software for YouTube beginners, I think you are in the right place. Equally, if you spend some money on the likes of CyberLink PowerDirector 18 or PowerDirector 365, you'll get more functionality. However, while VideoPad is available for Macs and Windows users, there are far more features available for the latter platform.Īmong the best free video editing software, Hitfilm Express offers more features and is more scalable - you can purchase additional features as needed - and Mac users who are new to video editing should check out iMovie first. Its many video tutorials will help novices get up to speed quickly. VideoPad is an easy-to-use video editor that’s great for beginners and those who do not need an elaborate professional app to produce home movies or tutorial presentations for social media. We really liked the non-threatening off white-lavender interface, and it’s still available as an alternate theme, which we appreciate. The biggest interface change since last we reviewed the app was noticeable right away: VideoPad has gone over to the dark side with a pleasing charcoal gray theme. While there’s general parity between the Mac and PC versions of the software, the PC version has a few features that the Mac version doesn’t. NCH Software is almost constantly updating VideoPad, so there are many maintenance releases listed for both for the Mac and Windows versions. Or, even better, just save a video to your desktop and upload it yourself to avoid unnecessary data sharing with the app. (Image credit: Jackie Dove/Tom's Guide) VideoPad review: Sharing featuresīecause of its social sharing and publishing features, the software is ideal for video creators who are publishing to YouTube or other social media - the app lets you share videos directly to platforms like Dropbox, Flickr, Google Drive, and Vimeo. You can record narration directly within the program. You can preview the various filters with a click before applying them, combine several to create a custom effect or template for reuse, and adjust their length via easy to use menus. Other helpful features include the ability to edit 360 video, as well as video stabilization. It does not provide an overabundance of choices, but offers a respectable selection of transitional effects for moving between clips and images and a collection of filters to give them a unique look. It would be nice if you could actually re-arrange the workspace permanently. You can operate all functions from within the application frame or you can break out VideoPad’s dockable panels to get a closer look at the task at hand. The app is menu driven, and also works via drag and drop, so there are various ways to accomplish a single goal. The method by which the app sorts video footage and still images into bins - making sure you don’t confuse their placement on the timeline - helps to speed up the workflow, especially for newcomers. VideoPad sports a clean, uncluttered interface that’s organized by tabs and menu driven. Bryan also mentions being school with Chris Bowers, John Batiste, and Ben Williams to name a few.īryan shares how he learned about the Grammy Band after watching the high school band perform at the David Letterman Show.īryan was influenced by all types of music, he mentions listening to Kirk Franklin with Robert “Sput” Seawright, Calvin Rodgers, and Marvin McQuitty on drums.īryan Mentions being obsessed with Art Blakey in high school and growing with records like Night in Tunisia, and A night in Birdland. In addition to Ron Carter and Kenny Baron Bryan mentions studying with Frank Kimbrough, Kenny Washington, Carl Allen, George Colligan, Billy Drummond, Ray Drummond, and Ben Wolfe. Bryan was in the Grammy Band his senior year of high school which means he was automatically accepted to New England Conservatory, Berklee, and Manhattan School of Music. He shares his audition experience at Juilliard and mentions auditioning in front of Ron Carter and Kenny Baron to name a few. The show has featured guests including Miley Cyrus, Nick Jonas, Tom Hanks, Drake, Steve Martin and Tina Fey.Ĭarter is one of five siblings, he’s the 2nd youngest and the only musician! At three years Bryan started learning violin at 3 years old and was very active at church in the youth choir, playing piano, drums, etc.īryan attended Juilliard School of Music. He also served as the house drummer for NBC’S “Maya & Marty” starring Maya Rudolph, Keenan Thompson and Martin Short. While at Juilliard, Carter took a strong interest in composition, orchestration and interdivisional cross-collaborative performance.īryan is currently touring the world with his band, “ Bryan Carter & The Young Swangers”. He was the recipient of the Irene Diamond Scholarship as well as the Samuel L Jackson Scholarship. Shortly after completing his training at The Juilliard School in New York City and still at the very outset of his career, Carter has already played and/or recorded with many notable artists including Clark Terry, McCoy Tyner, Wynton Marsalis, Marcus Roberts, Kenny Barron, Michael Feinstein and Kurt Elling.Ĭarter attended The Juilliard School as a Jazz Studies major and studied with Carl Allen and Kenny Washington. With a confidence reflecting an instrumental and compositional maturity that both belie his age and announce the arrival of a remarkable talent, Bryan Carter exudes what promises a highly successful career. It s a waste of time to try it out on their own. 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Scythe’s biggest strength is its capacity to snowball an engagement. |